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eASTROGAM_ANALYSISv1_all_remote.py
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from astropy.io import fits
from astropy.io import ascii
import numpy as np
import matplotlib.pyplot as plt
import math
import os
import pickle
from astropy.table import Table
import copy
import time
import sys
sys.argv[0] = 'eASTROGAM_ANALYSISv1_all_remote.py'
##############################
# parametri iniziali #
##############################
astrogam_version = sys.argv[1] # Enter eASTROGAM release (e.g. V1.0, V2.0):
bogemms_tag = int(sys.argv[2]) # Enter BoGEMMS release (e.g. 211):
sim_type = int(sys.argv[3]) # Enter simulation type [0 = Mono, 1 = Range, 2 = Chen, 3: Vela, 4: Crab, 5: G400]:
py_list = int(sys.argv[4]) # Enter the Physics List [0 = QGSP_BERT_EMV, 100 = ARGO, 300 = FERMI, 400 = ASTROMEV]:
N_in = int(sys.argv[5]) # Enter the number of emitted particles:
part_type = sys.argv[6] # Enter the particle type [ph = photons, mu = muons, g = geantino, p = proton, el = electron]:
ene_range = int(sys.argv[7]) # Enter energy distribution [0 = MONO, 1 = POW, 2 = EXP, 3 = LIN]:
ene_min = sys.argv[8] # Enter miminum energy [MeV]:
ene_max = sys.argv[9] # Enter maximum energy [MeV]:
ang_type = sys.argv[10] # Enter the angular distribution [e.g. UNI, ISO]:
theta_type = int(sys.argv[11]) # Enter theta:
phi_type = int(sys.argv[12]) # Enter phi:
pol_type = int(sys.argv[13]) # Is the source polarized? [0 = false, 1 = true]:
pol_angle = int(sys.argv[14]) # Enter Polarization angle:
source_g = int(sys.argv[15]) # Enter source geometry [0 = Point, 1 = Plane]:
isStrip = int(sys.argv[16]) # Strip/Pixels activated? [0 = false, 1 = true]
repli = int(sys.argv[17]) # Strips/Pixels replicated? [0 = false, 1 = true]
cal_flag = int(sys.argv[18]) # Is Cal present? [0 = false, 1 = true]:
ac_flag = int(sys.argv[19]) # Is AC present? [0 = false, 1 = true]:
passive_flag = int(sys.argv[20]) # Is Passive present? [0 = false, 1 = true]:
energy_thresh = int(sys.argv[21]) # Enter energy threshold [keV]:
ifile = int(sys.argv[22]) # Enter the initial number of FITS files:
n_fits = int(sys.argv[23]) # Enter the final number of FITS files:
sumcal = int(sys.argv[24]) # summing cal file:
sumac = int(sys.argv[25]) # summing ac file:
if sim_type != 0 and sim_type != 1 and sim_type != 2 and sim_type != 3 and sim_type != 4 and sim_type != 5:
exit('Error: sim_type could be 0 (Mono) - 1 (Range) - 2 (Chen) - 3 (Vela) - 4 (Crab) - 5 (G400)')
if py_list != 0 and py_list != 100 and py_list != 300 and py_list != 400:
exit('Error: py_list could be 0 (QGSP_BERT_EMV) - 100 (ARGO) - 300 (FERMI) - 400 (ASTROMEV)')
if part_type != "ph" and part_type != "mu" and part_type != "g" and part_type != "p" and part_type != "el":
exit('Error: part_type be ph (photons) - mu (muons) - g (geantino) - p (proton) - el (electron)')
if ene_range != 0 and ene_range != 1 and ene_range != 2 and ene_range != 3:
exit('Error: ene_range could be 0 (MONO) - 1 (POW) - 2 (EXP) - 3 (LIN)')
if pol_type != 0 and pol_type != 1:
exit('Error: pol_type could be 0 (false) - 1 (true)')
if source_g != 0 and source_g != 1:
exit('Error: source_g could be 0 (Point) - 1 (Plane)')
if isStrip != 0 and isStrip != 1:
exit('Error: isStrip could be 0 (false) - 1 (true)')
if repli != 0 and repli != 1:
exit('Error: repli could be 0 (false) - 1 (true)')
if cal_flag != 0 and cal_flag != 1:
exit('Error: cal_flag could be 0 (false) - 1 (true)')
if ac_flag != 0 and ac_flag != 1:
exit('Error: ac_flag could be 0 (false) - 1 (true)')
if ac_flag != 0 and ac_flag != 1:
exit('Error: ac_flag could be 0 (false) - 1 (true)')
if astrogam_version=='V1.0':
astrogam_tag = '01'
sim_tag = 'eAST'+str(bogemms_tag)+str(astrogam_tag)+'0102'
if astrogam_version=='V1.1':
astrogam_tag = '11'
sim_tag = 'eAST'+str(bogemms_tag)+str(astrogam_tag)+'2021'
if astrogam_version=='V1.2':
astrogam_tag = '12'
sim_tag = 'eAST'+str(bogemms_tag)+str(astrogam_tag)+'2022'
if astrogam_version=='V2.0':
astrogam_tag = '20'
sim_tag = 'eAST'+str(bogemms_tag)+str(astrogam_tag)+'2021'
if astrogam_version=='V10.0':
astrogam_tag = '10'
sim_tag = 'eAST'+str(bogemms_tag)+str(astrogam_tag)+'021'
if (ene_min[0] == '0'):
ene_min = np.round(float(ene_min), 1)
else:
ene_min_float = float(ene_min)
if ene_min_float.is_integer():
ene_min = int(ene_min_float)
else:
ene_min = np.round(ene_min_float, 1)
if (ene_max[0] == '0'):
ene_max = np.round(float(ene_max), 1)
else:
ene_max_float = float(ene_max)
if ene_max_float.is_integer():
ene_max = int(ene_max_float)
else:
ene_max = np.round(ene_max_float, 1)
if ene_range == 0:
ene_dis = 'MONO'
ene_type = str(ene_min)
if ene_range == 1:
ene_dis = 'POW'
ene_min_string = str(ene_min)
ene_max_string = str(ene_max)
ene_type = str(ene_min_string)+'.'+str(ene_max_string)
if ene_range == 2:
ene_dis = 'EXP'
ene_min_string = str(ene_min)
ene_max_string = str(ene_max)
ene_type = str(ene_min_string)+'.'+str(ene_max_string)
if ene_range == 3:
ene_dis = 'LIN'
ene_min_string = str(ene_min)
ene_max_string = str(ene_max)
ene_type = str(ene_min_string)+'.'+str(ene_max_string)
if py_list == 0:
py_dir = 'QGSP_BERT_EMV'
py_name = 'QGSP_BERT_EMV'
if py_list == 100:
py_dir = '100List'
py_name = '100List'
if py_list == 300:
py_dir = '300List'
py_name = '300List'
if py_list == 400:
py_dir = 'ASTROMEV'
py_name = 'ASTROMEV'
if sim_type == 0:
sim_name = 'MONO'
if sim_type == 1:
sim_name = 'RANGE'
if sim_type == 2:
sim_name = 'CHEN'
if sim_type == 3:
sim_name = 'VELA'
if sim_type == 4:
sim_name = 'CRAB'
if sim_type == 5:
sim_name = 'G400'
if pol_type == 1:
pol_string = str(repr(pol_angle))+'POL.'
else:
pol_string = ''
if source_g == 0:
sdir = '/Point'
sname = 'Point'
if source_g == 1:
sdir = '/Plane'
sname = 'Plane'
if cal_flag == 0 and ac_flag == 0:
dir_cal = '/OnlyTracker'
if cal_flag == 1 and ac_flag == 0:
dir_cal = '/onlyCAL'
if cal_flag == 0 and ac_flag == 1:
dir_cal = '/onlyAC'
if cal_flag == 1 and ac_flag == 1:
dir_cal = ''
if passive_flag == 0:
dir_passive = ''
if passive_flag == 1:
dir_passive = '/WithPassive'
if astrogam_version == 'V1.0' or astrogam_version == 'V1.1' or astrogam_version == 'V1.2' or astrogam_version == 'V2.0' or astrogam_version == 'V10.0':
if isStrip == 0:
stripDir = 'NoPixel/'
if isStrip == 1 and repli == 0:
stripDir = 'PixelNoRepli/'
if isStrip == 1 and repli == 1:
stripDir = 'PixelRepli/'
if isStrip == 0:
stripname = 'NOPIXEL'
if isStrip == 1 and repli == 0:
stripname = 'PIXEL'
if isStrip == 1 and repli == 1:
stripname = 'PIXEL.REPLI'
# READING THE FITS FILES
filepath = './output_eASTROGAM'+astrogam_version+sdir+'/theta'+str(theta_type)+'/'+stripDir+py_dir+'/'+sim_name+'/'+ene_type+'MeV/'+str(N_in)+part_type+dir_cal+dir_passive+'/'+str(energy_thresh)+'keV/'
outdir = ('./output_eASTROGAM'+astrogam_version+sdir+'/theta'+str(theta_type)+'/'+stripDir+py_dir+'/'+str(sim_name)+'/'+str(ene_type)+'MeV/'+str(N_in)+part_type+dir_cal+dir_passive+'/'+str(energy_thresh)+'keV')
print('LEVEL0 file path: '+ filepath)
# G4.RAW.TRACKER.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
rawData_event_id = []
rawData_vol_id = []
rawData_moth_id = []
rawData_tray_id = []
rawData_plane_id = []
rawData_Strip_id_x = []
rawData_Strip_id_y = []
rawData_energy_dep = []
rawData_ent_x = []
rawData_ent_y = []
rawData_ent_z = []
rawData_exit_x = []
rawData_exit_y = []
rawData_exit_z = []
rawData_part_id = []
rawData_trk_id = []
rawData_child_id = []
rawData_proc_id = []
if isStrip == 1:
# L0.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
L0TRACKER_Glob_event_id = []
L0TRACKER_Glob_vol_id = []
L0TRACKER_Glob_moth_id = []
L0TRACKER_Glob_tray_id = []
L0TRACKER_Glob_plane_id = []
L0TRACKER_Glob_Si_id = []
L0TRACKER_Glob_Strip_id = []
L0TRACKER_Glob_pos = []
L0TRACKER_Glob_zpos = []
L0TRACKER_Glob_energy_dep = []
L0TRACKER_Glob_pair_flag = []
# L0.5.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
L05TRACKER_Glob_event_id_cluster = []
L05TRACKER_Glob_tray_id_cluster = []
L05TRACKER_Glob_plane_id_cluster = []
L05TRACKER_Glob_Si_id_cluster = []
L05TRACKER_Glob_pos_cluster = []
L05TRACKER_Glob_zpos_cluster = []
L05TRACKER_Glob_energy_cluster_dep = []
L05TRACKER_Glob_pair_flag_cluster = []
# sim_tag+'_STRIP_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat')
aa_strip_event_id = []
aa_strip_theta_in = []
aa_strip_phi_in = []
aa_strip_ene_in = []
aa_strip_plane_id = []
aa_strip_zpos = []
aa_strip_si_id = []
aa_strip_strip_id = []
aa_strip_pos = []
aa_strip_edep = []
aa_strip_pair = []
# sim_tag+'_CLUSTER_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat')
aa_kalman_event_id = []
aa_kalman_theta_in = []
aa_kalman_phi_in = []
aa_kalman_ene_in = []
aa_kalman_plane_id = []
aa_kalman_zpos = []
aa_kalman_si_id = []
aa_kalman_pos = []
aa_kalman_edep = []
aa_kalman_strip_number = []
aa_kalman_pair = []
# sim_tag+'_CLUSTER_PAIR_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat')
aa_kalman_pair_event_id = []
aa_kalman_pair_theta_in = []
aa_kalman_pair_phi_in = []
aa_kalman_pair_ene_in = []
aa_kalman_pair_plane_id = []
aa_kalman_pair_zpos = []
aa_kalman_pair_si_id = []
aa_kalman_pair_pos = []
aa_kalman_pair_edep = []
aa_kalman_pair_strip_number = []
aa_kalman_pair_pair = []
# sim_tag+'_CLUSTER_COMPTON_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat')
aa_kalman_compton_event_id = []
aa_kalman_compton_theta_in = []
aa_kalman_compton_phi_in = []
aa_kalman_compton_ene_in = []
aa_kalman_compton_plane_id = []
aa_kalman_compton_zpos = []
aa_kalman_compton_si_id = []
aa_kalman_compton_pos = []
aa_kalman_compton_edep = []
aa_kalman_compton_strip_number = []
aa_kalman_compton_pair = []
# sim_tag+'_CLUSTER_RAYLEIGH_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat')
aa_kalman_ray_event_id = []
aa_kalman_ray_theta_in = []
aa_kalman_ray_phi_in = []
aa_kalman_ray_ene_in = []
aa_kalman_ray_plane_id = []
aa_kalman_ray_zpos = []
aa_kalman_ray_si_id = []
aa_kalman_ray_pos = []
aa_kalman_ray_edep = []
aa_kalman_ray_strip_number = []
aa_kalman_ray_pair = []
# sim_tag+'_S1_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'_TRACKER.dat')
S1_event_id_trk = []
S1_type_trk = []
S1_e_dep_trk = []
S1_volume_id_trk = []
S1_x_trk = []
S1_y_trk = []
S1_z_trk = []
else:
# sim_tag+'_AA_FAKE_eASTROGAM_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat')
aa_fake_event_id = []
aa_fake_theta_in = []
aa_fake_phi_in = []
aa_fake_ene_in = []
aa_fake_plane_id = []
aa_fake_zpos = []
aa_fake_si_id = []
aa_fake_pos = []
aa_fake_edep = []
aa_fake_strip_number = []
aa_fake_child_id = []
aa_fake_proc_id = []
if cal_flag == 1:
if sumcal == 0:
# G4.RAW.CAL.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
rawData_event_id_cal = []
rawData_vol_id_cal = []
rawData_moth_id_cal = []
rawData_energy_dep_cal = []
rawData_ent_x_cal = []
rawData_ent_y_cal = []
rawData_ent_z_cal = []
rawData_exit_x_cal = []
rawData_exit_y_cal = []
rawData_exit_z_cal = []
rawData_part_id_cal = []
rawData_trk_id_cal = []
rawData_child_id_cal = []
rawData_proc_id_cal = []
# G4.CAL.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
calInput_event_id_tot = []
calInput_bar_id_tot = []
calInput_bar_ene_tot = []
calInput_pair_flag_tot = []
# G4.CAL.COMPTON.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
calInput_event_id_tot_compton = []
calInput_bar_id_tot_compton = []
calInput_bar_ene_tot_compton = []
calInput_pair_flag_tot_compton = []
# G4.CAL.PAIR.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
calInput_event_id_tot_pair = []
calInput_bar_id_tot_pair = []
calInput_bar_ene_tot_pair = []
calInput_pair_flag_tot_pair = []
# G4.CAL.RAYLEIGH.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
calInput_event_id_tot_ray = []
calInput_bar_id_tot_ray = []
calInput_bar_ene_tot_ray = []
calInput_pair_flag_tot_ray = []
# SUM.CAL.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
calInputSum_event_id_tot = []
calInputSum_bar_ene_tot = []
# sim_tag+'_S1_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'_CAL.dat')
S1_event_id_cal = []
S1_type_cal = []
S1_e_dep_cal = []
S1_volume_id_cal = []
S1_x_cal = []
S1_y_cal = []
S1_z_cal = []
if ac_flag == 1:
if sumac == 1:
# G4.RAW.AC.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
rawData_event_id_ac = []
rawData_vol_id_ac = []
rawData_moth_id_ac = []
rawData_energy_dep_ac = []
rawData_ent_x_ac = []
rawData_ent_y_ac = []
rawData_ent_z_ac = []
rawData_exit_x_ac = []
rawData_exit_y_ac = []
rawData_exit_z_ac = []
rawData_part_id_ac = []
rawData_trk_id_ac = []
rawData_child_id_ac = []
rawData_proc_id_ac = []
# G4.AC.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
acInput_event_id_tot = []
acInput_AC_panel = []
acInput_AC_subpanel = []
acInput_energy_dep_tot = []
acInput_pair_flag_tot = []
# G4.AC.COMPTON.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
acInput_event_id_tot_compton = []
acInput_AC_panel_compton = []
acInput_AC_subpanel_compton = []
acInput_energy_dep_tot_compton = []
acInput_pair_flag_tot_compton = []
# G4.AC.PAIR.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
acInput_event_id_tot_pair = []
acInput_AC_panel_pair = []
acInput_AC_subpanel_pair = []
acInput_energy_dep_tot_pair = []
acInput_pair_flag_tot_pair = []
# G4.AC.RAYLEIGH.eASTROGAM<version>.<phys>List.<strip>.<point>.<n_in>ph.<energy>MeV.<theta>.<phi>.all.fits
acInput_event_id_tot_ray = []
acInput_AC_panel_ray = []
acInput_AC_subpanel_ray = []
acInput_energy_dep_tot_ray = []
acInput_pair_flag_tot_ray = []
# sim_tag+'_S1_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'_AC.dat')
S1_event_id_ac = []
S1_type_ac = []
S1_e_dep_ac = []
S1_volume_id_ac = []
S1_x_ac = []
S1_y_ac = []
S1_z_ac = []
############################################### Creazione file
while ifile <= n_fits:
if isStrip == 1:
filenamedat_aa_strip = filepath+sim_tag+'_STRIP_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat'
table_aa_strip = open(filenamedat_aa_strip)
lst = []
for line in table_aa_strip:
lst += [line.split()]
event_ID = [x[0] for x in lst]
theta_input = [x[1] for x in lst]
phi_input = [x[2] for x in lst]
energy_input = [x[3] for x in lst]
plane_ID = [x[4] for x in lst]
Pos_Z = [x[5] for x in lst]
X_Y_flag = [x[6] for x in lst]
strip_ID = [x[7] for x in lst]
Strip_position = [x[8] for x in lst]
energy_deposition = [x[9] for x in lst]
pair_flag = [x[10] for x in lst]
aa_strip_event_id.append(event_ID)
aa_strip_theta_in.append(theta_input)
aa_strip_phi_in.append(phi_input)
aa_strip_ene_in.append(energy_input)
aa_strip_plane_id.append(plane_ID)
aa_strip_zpos.append(Pos_Z)
aa_strip_si_id.append(X_Y_flag)
aa_strip_strip_id.append(strip_ID)
aa_strip_pos.append(Strip_position)
aa_strip_edep.append(energy_deposition)
aa_strip_pair.append(pair_flag)
table_aa_strip.close()
filenamedat_aa_kalman = filepath+sim_tag+'_CLUSTER_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat'
table_aa_kalman_cluster = open(filenamedat_aa_kalman)
lst = []
for line in table_aa_kalman_cluster:
lst += [line.split()]
event_ID = [x[0] for x in lst]
theta_input = [x[1] for x in lst]
phi_input = [x[2] for x in lst]
energy_input = [x[3] for x in lst]
plane_ID = [x[4] for x in lst]
Pos_Z = [x[5] for x in lst]
X_Y_flag = [x[6] for x in lst]
Cluster_position = [x[7] for x in lst]
energy_deposition = [x[8] for x in lst]
number_of_strips_composing_the_cluster = [x[9] for x in lst]
pair_flag = [x[10] for x in lst]
aa_kalman_event_id.append(event_ID)
aa_kalman_theta_in.append(theta_input)
aa_kalman_phi_in.append(phi_input)
aa_kalman_ene_in.append(energy_input)
aa_kalman_plane_id.append(plane_ID)
aa_kalman_zpos.append(Pos_Z)
aa_kalman_si_id.append(X_Y_flag)
aa_kalman_pos.append(Cluster_position)
aa_kalman_edep.append(energy_deposition)
aa_kalman_strip_number.append(number_of_strips_composing_the_cluster)
aa_kalman_pair.append(pair_flag)
table_aa_kalman_cluster.close()
filenamedat_aa_kalman_pair = filepath+sim_tag+'_CLUSTER_PAIR_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat'
table_aa_kalman_cluster_pair = open(filenamedat_aa_kalman_pair)
lst = []
for line in table_aa_kalman_cluster_pair:
lst += [line.split()]
event_ID = [x[0] for x in lst]
theta_input = [x[1] for x in lst]
phi_input = [x[2] for x in lst]
energy_input = [x[3] for x in lst]
plane_ID = [x[4] for x in lst]
Pos_Z = [x[5] for x in lst]
X_Y_flag = [x[6] for x in lst]
Cluster_position = [x[7] for x in lst]
energy_deposition = [x[8] for x in lst]
number_of_strips_composing_the_cluster = [x[9] for x in lst]
pair_flag = [x[10] for x in lst]
aa_kalman_pair_event_id.append(event_ID)
aa_kalman_pair_theta_in.append(theta_input)
aa_kalman_pair_phi_in.append(phi_input)
aa_kalman_pair_ene_in.append(energy_input)
aa_kalman_pair_plane_id.append(plane_ID)
aa_kalman_pair_zpos.append(Pos_Z)
aa_kalman_pair_si_id.append(X_Y_flag)
aa_kalman_pair_pos.append(Cluster_position)
aa_kalman_pair_edep.append(energy_deposition)
aa_kalman_pair_strip_number.append(number_of_strips_composing_the_cluster)
aa_kalman_pair_pair.append(pair_flag)
table_aa_kalman_cluster_pair.close()
filenamedat_aa_kalman_compton = filepath+sim_tag+'_CLUSTER_COMPTON_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat'
table_aa_kalman_cluster_compton = open(filenamedat_aa_kalman_compton)
lst = []
for line in table_aa_kalman_cluster_compton:
lst += [line.split()]
event_ID = [x[0] for x in lst]
theta_input = [x[1] for x in lst]
phi_input = [x[2] for x in lst]
energy_input = [x[3] for x in lst]
plane_ID = [x[4] for x in lst]
Pos_Z = [x[5] for x in lst]
X_Y_flag = [x[6] for x in lst]
Cluster_position = [x[7] for x in lst]
energy_deposition = [x[8] for x in lst]
number_of_strips_composing_the_cluster = [x[9] for x in lst]
pair_flag = [x[10] for x in lst]
aa_kalman_compton_event_id.append(event_ID)
aa_kalman_compton_theta_in.append(theta_input)
aa_kalman_compton_phi_in.append(phi_input)
aa_kalman_compton_ene_in.append(energy_input)
aa_kalman_compton_plane_id.append(plane_ID)
aa_kalman_compton_zpos.append(Pos_Z)
aa_kalman_compton_si_id.append(X_Y_flag)
aa_kalman_compton_pos.append(Cluster_position)
aa_kalman_compton_edep.append(energy_deposition)
aa_kalman_compton_strip_number.append(number_of_strips_composing_the_cluster)
aa_kalman_compton_pair.append(pair_flag)
table_aa_kalman_cluster_compton.close()
filenamedat_aa_kalman_ray = filepath+sim_tag+'_CLUSTER_RAYLEIGH_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat'
table_aa_kalman_cluster_ray = open(filenamedat_aa_kalman_ray)
lst = []
for line in table_aa_kalman_cluster_ray:
lst += [line.split()]
event_ID = [x[0] for x in lst]
theta_input = [x[1] for x in lst]
phi_input = [x[2] for x in lst]
energy_input = [x[3] for x in lst]
plane_ID = [x[4] for x in lst]
Pos_Z = [x[5] for x in lst]
X_Y_flag = [x[6] for x in lst]
Cluster_position = [x[7] for x in lst]
energy_deposition = [x[8] for x in lst]
number_of_strips_composing_the_cluster = [x[9] for x in lst]
pair_flag = [x[10] for x in lst]
aa_kalman_ray_event_id.append(event_ID)
aa_kalman_ray_theta_in.append(theta_input)
aa_kalman_ray_phi_in.append(phi_input)
aa_kalman_ray_ene_in.append(energy_input)
aa_kalman_ray_plane_id.append(plane_ID)
aa_kalman_ray_zpos.append(Pos_Z)
aa_kalman_ray_si_id.append(X_Y_flag)
aa_kalman_ray_pos.append(Cluster_position)
aa_kalman_ray_edep.append(energy_deposition)
aa_kalman_ray_strip_number.append(number_of_strips_composing_the_cluster)
aa_kalman_ray_pair.append(pair_flag)
table_aa_kalman_cluster_ray.close()
filenamedat_S1_trk = filepath+sim_tag+'_S1_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'_TRACKER.dat'
table_S1_trk = open(filenamedat_S1_trk)
lst = []
for line in table_S1_trk:
lst += [line.split()]
event_ID = [x[0] for x in lst]
type = [x[1] for x in lst]
Edep = [x[2] for x in lst]
VolumeID = [x[3] for x in lst]
X_pos = [x[4] for x in lst]
Y_pos = [x[5] for x in lst]
Z_pos = [x[6] for x in lst]
S1_event_id_trk.append(event_ID)
S1_type_trk.append(type)
S1_e_dep_trk.append(Edep)
S1_volume_id_trk.append(VolumeID)
S1_x_trk.append(X_pos)
S1_y_trk.append(Y_pos)
S1_z_trk.append(Z_pos)
table_S1_trk.close()
filenamefits_raw = fits.open(filepath+'G4.RAW.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_raw[1].data
rawData_event_id_temp = tbdata.field('EVT_ID')
rawData_vol_id_temp = tbdata.field('VOL_ID')
rawData_moth_id_temp = tbdata.field('MOTH_ID')
rawData_tray_id_temp = tbdata.field('TRAY_ID')
rawData_plane_id_temp = tbdata.field('PLANE_ID')
rawData_Strip_id_x_temp = tbdata.field('STRIP_ID_X')
rawData_Strip_id_y_temp = tbdata.field('STRIP_ID_Y')
rawData_energy_dep_temp = tbdata.field('E_DEP')
rawData_ent_x_temp = tbdata.field('X_ENT')
rawData_ent_y_temp = tbdata.field('Y_ENT')
rawData_ent_z_temp = tbdata.field('Z_ENT')
rawData_exit_x_temp = tbdata.field('X_EXIT')
rawData_exit_y_temp = tbdata.field('Y_EXIT')
rawData_exit_z_temp = tbdata.field('Z_EXIT')
rawData_child_id_temp = tbdata.field('CHILD_ID')
rawData_proc_id_temp = tbdata.field('PROC_ID')
rawData_trk_id_temp = tbdata.field('TRK_ID')
rawData_part_id_temp = tbdata.field('PART_ID')
rawData_event_id.append(rawData_event_id_temp)
rawData_vol_id.append(rawData_vol_id_temp)
rawData_moth_id.append(rawData_moth_id_temp)
rawData_tray_id.append(rawData_tray_id_temp)
rawData_plane_id.append(rawData_plane_id_temp)
rawData_Strip_id_x.append(rawData_Strip_id_x_temp)
rawData_Strip_id_y.append(rawData_Strip_id_y_temp)
rawData_energy_dep.append(rawData_energy_dep_temp)
rawData_ent_x.append(rawData_ent_x_temp)
rawData_ent_y.append(rawData_ent_y_temp)
rawData_ent_z.append(rawData_ent_z_temp)
rawData_exit_x.append(rawData_exit_x_temp)
rawData_exit_y.append(rawData_exit_y_temp)
rawData_exit_z.append(rawData_exit_z_temp)
rawData_child_id.append(rawData_child_id_temp)
rawData_proc_id.append(rawData_proc_id_temp)
rawData_trk_id.append(rawData_trk_id_temp)
rawData_part_id.append(rawData_part_id_temp)
filenamefits_raw.close()
filenamefits_l0 = fits.open(filepath+'L0.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_l0[1].data
L0TRACKER_Glob_event_id_temp = tbdata.field('EVT_ID')
L0TRACKER_Glob_vol_id_temp = tbdata.field('VOL_ID')
L0TRACKER_Glob_moth_id_temp = tbdata.field('MOTH_ID')
L0TRACKER_Glob_tray_id_temp = tbdata.field('TRAY_ID')
L0TRACKER_Glob_plane_id_temp = tbdata.field('PLANE_ID')
L0TRACKER_Glob_Si_id_temp = tbdata.field('TRK_FLAG')
L0TRACKER_Glob_Strip_id_temp = tbdata.field('STRIP_ID')
L0TRACKER_Glob_pos_temp = tbdata.field('POS')
L0TRACKER_Glob_zpos_temp = tbdata.field('ZPOS')
L0TRACKER_Glob_energy_dep_temp = tbdata.field('E_DEP')
L0TRACKER_Glob_pair_flag_temp = tbdata.field('PAIR_FLAG')
L0TRACKER_Glob_event_id.append(L0TRACKER_Glob_event_id_temp)
L0TRACKER_Glob_vol_id.append(L0TRACKER_Glob_vol_id_temp)
L0TRACKER_Glob_moth_id.append(L0TRACKER_Glob_moth_id_temp)
L0TRACKER_Glob_tray_id.append(L0TRACKER_Glob_tray_id_temp)
L0TRACKER_Glob_plane_id.append(L0TRACKER_Glob_plane_id_temp)
L0TRACKER_Glob_Si_id.append(L0TRACKER_Glob_Si_id_temp)
L0TRACKER_Glob_Strip_id.append(L0TRACKER_Glob_Strip_id_temp)
L0TRACKER_Glob_pos.append(L0TRACKER_Glob_pos_temp)
L0TRACKER_Glob_zpos.append(L0TRACKER_Glob_zpos_temp)
L0TRACKER_Glob_energy_dep.append(L0TRACKER_Glob_energy_dep_temp)
L0TRACKER_Glob_pair_flag.append(L0TRACKER_Glob_pair_flag_temp)
filenamefits_l0.close()
filenamefits_l05 = fits.open(filepath+'L0.5.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_l05[1].data
L05TRACKER_Glob_event_id_cluster_temp = tbdata.field('EVT_ID')
L05TRACKER_Glob_tray_id_cluster_temp = tbdata.field('TRAY_ID')
L05TRACKER_Glob_plane_id_cluster_temp = tbdata.field('PLANE_ID')
L05TRACKER_Glob_Si_id_cluster_temp = tbdata.field('TRK_FLAG')
L05TRACKER_Glob_pos_cluster_temp = tbdata.field('POS')
L05TRACKER_Glob_zpos_cluster_temp = tbdata.field('ZPOS')
L05TRACKER_Glob_energy_dep_cluster_temp = tbdata.field('E_DEP')
L05TRACKER_Glob_pair_flag_cluster_temp = tbdata.field('PAIR_FLAG')
L05TRACKER_Glob_event_id_cluster.append(L05TRACKER_Glob_event_id_cluster_temp)
L05TRACKER_Glob_tray_id_cluster.append(L05TRACKER_Glob_tray_id_cluster_temp)
L05TRACKER_Glob_plane_id_cluster.append(L05TRACKER_Glob_plane_id_cluster_temp)
L05TRACKER_Glob_Si_id_cluster.append(L05TRACKER_Glob_Si_id_cluster_temp)
L05TRACKER_Glob_pos_cluster.append(L05TRACKER_Glob_pos_cluster_temp)
L05TRACKER_Glob_zpos_cluster.append(L05TRACKER_Glob_zpos_cluster_temp)
L05TRACKER_Glob_energy_cluster_dep.append(L05TRACKER_Glob_energy_dep_cluster_temp)
L05TRACKER_Glob_pair_flag_cluster.append(L05TRACKER_Glob_pair_flag_cluster_temp)
filenamefits_l05.close()
else:
filenamedat_aa_fake = filepath+'AA_FAKE_eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.dat'
table_aa_fake = ascii.open(filenamedat_aa_fake)
lst = []
for line in table_aa_strip:
lst += [line.split()]
event_ID = [x[0] for x in lst]
theta_input = [x[1] for x in lst]
phi_input = [x[2] for x in lst]
energy_input = [x[3] for x in lst]
plane_ID = [x[4] for x in lst]
Pos_Z = [x[5] for x in lst]
X_Y_flag = [x[6] for x in lst]
Cluster_position = [x[7] for x in lst]
energy_deposition = [x[8] for x in lst]
number_of_strips_composing_the_cluster = [x[9] for x in lst]
child_id = [x[10] for x in lst]
proc_id = [x[11] for x in lst]
aa_fake_event_id.append(event_ID)
aa_fake_theta_in.append(theta_input)
aa_fake_phi_in.append(phi_input)
aa_fake_ene_in.append(energy_input)
aa_fake_plane_id.append(plane_ID)
aa_fake_zpos.append(Pos_Z)
aa_fake_si_id.append(X_Y_flag)
aa_fake_pos.append(Cluster_position)
aa_fake_edep.append(energy_deposition)
aa_fake_strip_number.append(number_of_strips_composing_the_cluster)
aa_fake_child_id.append(child_id)
aa_fake_proc_id.append(proc_id)
table_aa_fake.close()
if cal_flag == 1:
if sumcal == 1:
filenamefits_raw_cal = fits.open(filepath+'G4.RAW.CAL.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_raw_cal[1].data
rawData_event_id_cal_temp = tbdata.field('EVT_ID')
rawData_vol_id_cal_temp = tbdata.field('VOL_ID')
rawData_moth_id_cal_temp = tbdata.field('MOTH_ID')
rawData_energy_dep_cal_temp = tbdata.field('E_DEP')
rawData_ent_x_cal_temp = tbdata.field('X_ENT')
rawData_ent_y_cal_temp = tbdata.field('Y_ENT')
rawData_ent_z_cal_temp = tbdata.field('Z_ENT')
rawData_exit_x_cal_temp = tbdata.field('X_EXIT')
rawData_exit_y_cal_temp = tbdata.field('Y_EXIT')
rawData_exit_z_cal_temp = tbdata.field('Z_EXIT')
rawData_part_id_cal_temp = tbdata.field('PART_ID')
rawData_trk_id_cal_temp = tbdata.field('TRK_ID')
rawData_child_id_cal_temp = tbdata.field('CHILD_ID')
rawData_proc_id_cal_temp = tbdata.field('PROC_ID')
rawData_event_id_cal.append(rawData_event_id_cal_temp)
rawData_vol_id_cal.append(rawData_vol_id_cal_temp)
rawData_moth_id_cal.append(rawData_moth_id_cal_temp)
rawData_energy_dep_cal.append(rawData_energy_dep_cal_temp)
rawData_ent_x_cal.append(rawData_ent_x_cal_temp)
rawData_ent_y_cal.append(rawData_ent_y_cal_temp)
rawData_ent_z_cal.append(rawData_ent_z_cal_temp)
rawData_exit_x_cal.append(rawData_exit_x_cal_temp)
rawData_exit_y_cal.append(rawData_exit_y_cal_temp)
rawData_exit_z_cal.append(rawData_exit_z_cal_temp)
rawData_part_id_cal.append(rawData_part_id_cal_temp)
rawData_trk_id_cal.append(rawData_trk_id_cal_temp)
rawData_child_id_cal.append(rawData_child_id_cal_temp)
rawData_proc_id_cal.append(rawData_proc_id_cal_temp)
del tbdata
filenamefits_raw_cal.close()
filenamefits_cal = fits.open(filepath+'G4.CAL.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_cal[1].data
calInput_event_id_tot_temp = tbdata.field('EVT_ID')
calInput_bar_id_tot_temp = tbdata.field('BAR_ID')
calInput_bar_ene_tot_temp = tbdata.field('BAR_ENERGY')
calInput_pair_flag_tot_temp = tbdata.field('PAIR_FLAG')
calInput_event_id_tot.append(calInput_event_id_tot_temp)
calInput_bar_id_tot.append(calInput_bar_id_tot_temp)
calInput_bar_ene_tot.append(calInput_bar_ene_tot_temp)
calInput_pair_flag_tot.append(calInput_pair_flag_tot_temp)
del tbdata
filenamefits_cal.close()
if os.path.exists(filepath+'G4.CAL.COMPTON.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits'):
filenamefits_cal_compton = fits.open(filepath+'G4.CAL.COMPTON.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_cal_compton[1].data
calInput_event_id_tot_compton_temp = tbdata.field('EVT_ID')
calInput_bar_id_tot_compton_temp = tbdata.field('BAR_ID')
calInput_bar_ene_tot_compton_temp = tbdata.field('BAR_ENERGY')
calInput_pair_flag_tot_compton_temp = tbdata.field('PAIR_FLAG')
calInput_event_id_tot_compton.append(calInput_event_id_tot_compton_temp)
calInput_bar_id_tot_compton.append(calInput_bar_id_tot_compton_temp)
calInput_bar_ene_tot_compton.append(calInput_bar_ene_tot_compton_temp)
calInput_pair_flag_tot_compton.append(calInput_pair_flag_tot_compton_temp)
del tbdata
filenamefits_cal_compton.close()
else:
pass
if os.path.exists(filepath+'G4.CAL.PAIR.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits'):
filenamefits_cal_pair = fits.open(filepath+'G4.CAL.PAIR.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_cal_pair[1].data
calInput_event_id_tot_pair_temp = tbdata.field('EVT_ID')
calInput_bar_id_tot_pair_temp = tbdata.field('BAR_ID')
calInput_bar_ene_tot_pair_temp = tbdata.field('BAR_ENERGY')
calInput_pair_flag_tot_pair_temp = tbdata.field('PAIR_FLAG')
calInput_event_id_tot_pair.append(calInput_event_id_tot_pair_temp)
calInput_bar_id_tot_pair.append(calInput_bar_id_tot_pair_temp)
calInput_bar_ene_tot_pair.append(calInput_bar_ene_tot_pair_temp)
calInput_pair_flag_tot_pair.append(calInput_pair_flag_tot_pair_temp)
del tbdata
filenamefits_cal_pair.close()
else:
pass
if os.path.exists(filepath+'G4.CAL.RAYLEIGH.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits'):
filenamefits_cal_ray = fits.open(filepath+'G4.CAL.RAYLEIGH.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_cal_ray[1].data
calInput_event_id_tot_ray_temp = tbdata.field('EVT_ID')
calInput_bar_id_tot_ray_temp = tbdata.field('BAR_ID')
calInput_bar_ene_tot_ray_temp = tbdata.field('BAR_ENERGY')
calInput_pair_flag_tot_ray_temp = tbdata.field('PAIR_FLAG')
calInput_event_id_tot_ray.append(calInput_event_id_tot_ray_temp)
calInput_bar_id_tot_ray.append(calInput_bar_id_tot_ray_temp)
calInput_bar_ene_tot_ray.append(calInput_bar_ene_tot_ray_temp)
calInput_pair_flag_tot_ray.append(calInput_pair_flag_tot_ray_temp)
del tbdata
filenamefits_cal_ray.close()
else:
pass
filenamefits_cal_sum = fits.open(filepath+'SUM.CAL.eASTROGAM'+astrogam_version+'.'+py_name+'.'+sim_name+'.'+stripname+'.'+sname+'.'+str(N_in)+part_type+'.'+ene_type+'MeV.'+str(theta_type)+'.'+str(phi_type)+'.'+pol_string+str(ifile)+'.fits')
tbdata = filenamefits_cal_sum[1].data
calInputSum_event_id_tot_temp = tbdata.field('EVT_ID')
calInputSum_bar_ene_tot_temp = tbdata.field('BAR_ENERGY')
calInputSum_event_id_tot.append(calInputSum_event_id_tot_temp)
calInputSum_bar_ene_tot.append(calInputSum_bar_ene_tot_temp)
filenamefits_cal_sum.close()
filenamedat_S1_cal = filepath+sim_tag+'_S1_'+str(N_in)+part_type+'_'+sname+'_'+ene_dis+'_'+ang_type+'_'+ene_type+'MeV_'+str(theta_type)+'_'+str(phi_type)+'.'+pol_string+str(ifile)+'_CAL.dat'
table_S1_cal = open(filenamedat_S1_cal)
lst = []